The dispatcher’s voice, calm and unruffled, was the final straw. "Yes, ma'am, we have your vehicle. The impound lot is located..." Amelia snapped the phone shut with a resounding click. Her knuckles were white, her jaw muscles rigid.

She paced the length of her living room, her steps quick and agitated. The floral wallpaper seemed to close in on her, suffocating her. Her palms prickled with an itchy sensation.

She grabbed her keys and slammed the door, the force of the impact vibrating through her entire body. The world had gone mad. Her own property, violated. She wouldn't rest until she had her car back, and the people responsible paid the price.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256